Beginner score
22/100
Competition workspace
Learners comfortable reading Chinese problem statements who want industry or algorithm challenges on Tianchi.
Suggested next step
Decide whether this contest fits your current stage before you sink time into the leaderboard.
Beginner score
22/100
Learning value
76/100
Estimated effort
20-50 hours
Metric
Official scoring is published on the Ti…
Learners comfortable reading Chinese problem statements who want industry or algorithm challenges on Tianchi.
There is a baseline you can run as-is — starting from it is usually far faster than building from scratch.
Real-IAD Variety deep-cleaned subset: 100 categories and over 31,000 files.
Real-IAD CVPR 2024 prior-work reference.
Real-IAD D³ CVPR 2025 prior-work reference.
Real-IAD Variety PR 2026 prior-work reference.
WinCLIP prior-work reference for zero-shot defect inference.
AnomalyGPT prior-work reference for zero-shot defect inference.
AdaCLIP prior-work reference for zero-shot defect inference.
Competition support email.
If the items below still feel unfamiliar, you usually get a better result by preparing first instead of rushing in.
Python basics
Transformer or LLM workflow basics
prompting or evaluation workflow
competition submission workflow
The real friction is usually not library usage. It is validation, time allocation, and task framing.
Task framing, data access, and evaluation details live mainly on the official page and may require careful reading.
This guide is the best pre-read if you want a cleaner start instead of trial-and-error.
A simple framework for choosing a competition that teaches instead of overwhelming you.
How to Choose Your First AI CompetitionUse these fields to make a quick decision before you dive deeper.
This competition is better treated as a comparison option inside your shortlist before you invest more time.
Sign in to save competitions and build your own shortlist.
Rules, files, submission details, and the live deadline still come from the official page.
These competitions share a similar domain or difficulty level.
Tianchi
LLMTianchi
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LLMiFlytek Challenge
LLMSeparate what is confirmed from what still needs review. Official rules and deadlines win — report anything that looks wrong.
Official metric is not published on the Tianchi competition listing; scoring rules should be verified on the competition page.
reward_value_usd is a rough CNY→USD estimate (×0.14) for ranking only; use reward_summary for the official prize amount.